Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: RIOK2

Gene summary for RIOK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIOK2

Gene ID

55781

Gene nameRIO kinase 2
Gene AliasRIO2
Cytomap5q15
Gene Typeprotein-coding
GO ID

GO:0000054

UniProtAcc

Q9BVS4


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
55781RIOK2LZE4THumanEsophagusESCC3.71e-061.76e-010.0811
55781RIOK2LZE24THumanEsophagusESCC1.20e-071.90e-010.0596
55781RIOK2P2T-EHumanEsophagusESCC1.89e-112.28e-010.1177
55781RIOK2P4T-EHumanEsophagusESCC2.86e-092.48e-010.1323
55781RIOK2P5T-EHumanEsophagusESCC3.03e-102.26e-010.1327
55781RIOK2P8T-EHumanEsophagusESCC8.57e-036.39e-020.0889
55781RIOK2P9T-EHumanEsophagusESCC1.45e-025.92e-020.1131
55781RIOK2P10T-EHumanEsophagusESCC1.10e-031.05e-010.116
55781RIOK2P12T-EHumanEsophagusESCC5.70e-153.59e-010.1122
55781RIOK2P15T-EHumanEsophagusESCC2.28e-132.65e-010.1149
55781RIOK2P16T-EHumanEsophagusESCC2.55e-107.55e-020.1153
55781RIOK2P20T-EHumanEsophagusESCC4.41e-142.91e-010.1124
55781RIOK2P21T-EHumanEsophagusESCC1.73e-061.96e-010.1617
55781RIOK2P22T-EHumanEsophagusESCC5.07e-172.95e-010.1236
55781RIOK2P23T-EHumanEsophagusESCC1.39e-143.00e-010.108
55781RIOK2P24T-EHumanEsophagusESCC4.08e-122.38e-010.1287
55781RIOK2P26T-EHumanEsophagusESCC1.13e-193.33e-010.1276
55781RIOK2P27T-EHumanEsophagusESCC9.08e-091.53e-010.1055
55781RIOK2P30T-EHumanEsophagusESCC3.43e-052.00e-010.137
55781RIOK2P31T-EHumanEsophagusESCC3.39e-081.13e-010.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0046822110EsophagusESCCregulation of nucleocytoplasmic transport88/8552106/187231.88e-151.19e-1388
GO:007116612EsophagusESCCribonucleoprotein complex localization66/855277/187232.94e-131.38e-1166
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:007142612EsophagusESCCribonucleoprotein complex export from nucleus65/855276/187235.56e-132.50e-1165
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:004682417EsophagusESCCpositive regulation of nucleocytoplasmic transport52/855262/187235.40e-101.38e-0852
GO:00519833EsophagusESCCregulation of chromosome segregation67/855291/187235.42e-089.66e-0767
GO:00070912EsophagusESCCmetaphase/anaphase transition of mitotic cell cycle49/855262/187237.65e-081.33e-0649
GO:00513062EsophagusESCCmitotic sister chromatid separation52/855267/187239.14e-081.52e-0652
GO:00330452EsophagusESCCregulation of sister chromatid segregation55/855272/187231.03e-071.69e-0655
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:00300712EsophagusESCCregulation of mitotic metaphase/anaphase transition47/855260/187232.32e-073.53e-0647
GO:00109652EsophagusESCCregulation of mitotic sister chromatid separation50/855265/187232.67e-073.97e-0650
GO:00447842EsophagusESCCmetaphase/anaphase transition of cell cycle50/855265/187232.67e-073.97e-0650
GO:19058182EsophagusESCCregulation of chromosome separation54/855272/187233.85e-075.32e-0654
GO:19020992EsophagusESCCregulation of metaphase/anaphase transition of cell cycle48/855263/187237.67e-079.95e-0648
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
RIOK2SNVMissense_Mutationc.703N>Gp.Ile235Valp.I235VQ9BVS4protein_codingdeleterious(0)benign(0.314)TCGA-A2-A0YF-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificArimidexSD
RIOK2SNVMissense_Mutationc.377G>Ap.Arg126Lysp.R126KQ9BVS4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
RIOK2SNVMissense_Mutationc.1556N>Ap.Arg519Hisp.R519HQ9BVS4protein_codingdeleterious(0.03)possibly_damaging(0.874)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RIOK2SNVMissense_Mutationnovelc.682G>Tp.Asp228Tyrp.D228YQ9BVS4protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK2SNVMissense_Mutationc.775N>Cp.Glu259Glnp.E259QQ9BVS4protein_codingtolerated(0.15)possibly_damaging(0.74)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RIOK2SNVMissense_Mutationnovelc.46N>Ap.Asp16Asnp.D16NQ9BVS4protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIOK2SNVMissense_Mutationrs373094809c.1352N>Gp.His451Argp.H451RQ9BVS4protein_codingtolerated(0.16)benign(0.021)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIOK2SNVMissense_Mutationc.742C>Tp.Pro248Serp.P248SQ9BVS4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIOK2SNVMissense_Mutationc.1066C>Tp.Arg356Trpp.R356WQ9BVS4protein_codingdeleterious(0.03)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RIOK2SNVMissense_Mutationnovelc.1064N>Gp.Glu355Glyp.E355GQ9BVS4protein_codingtolerated(0.13)benign(0.001)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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